Casual Inference - podcast cover

Casual Inference

Lucy D'Agostino McGowan and Ellie Murrayβ€’casualinfer.libsyn.com
Keep it casual with the Casual Inference podcast. Your hosts Lucy D'Agostino McGowan and Ellie Murray talk all things epidemiology, statistics, data science, causal inference, and public health. Sponsored by the American Journal of Epidemiology.

Episodes

Artificial Intelligence, Personalized Medicine, and Causal Bounds with Judea Pearl | Season 3 Episode 9

In this episode Lucy D'Agostino McGowan and Ellie Murray chat with Judea Pearl , Chancellor professor of computer science and statistics at the University of California, Los Angeles. πŸ“„ Judea's recent papers πŸ“– Book of Why Follow along on Twitter: Judea: @yudapearl The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats Slide link : https://bit.ly/3DnQai5 🎢 Our intro/outro music is courtesy of Joseph McDade...

Feb 28, 2022β€’55 minβ€’Season 3Ep. 32

The history of John Snow, Cholera, and Cookies with Chris Schaich | Season 3 Episode 8

In this episode Lucy D'Agostino McGowan and Ellie Murray chat with #EpiCookieChallenge winner, Chris Schaich about the epidemiologist John Snow. Dr. Schaich is an assistant professor at Wake Forest School of Medicine in the Hypertension and Vascular Research Center. Follow along on Twitter: Chris: @Chris_Schaich The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats Slide link : https://bit.ly/3DnQai5 🎢 Our intro/outro music is courtesy of Joseph McDade...

Feb 14, 2022β€’49 minβ€’Season 3Ep. 31

Asking questions that matter, getting answers that help | Season 3 Episode 7

In this episode Lucy D'Agostino McGowan and Ellie Murray chat about their Spotify Wrapped for Casual Inference, and Ellie Murray talks about causal inference for complex data with the University of Minnesota’s epidemiology department. Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats Slide link : https://bit.ly/3DnQai5 Transcript (auto-generated) : https://bit.ly/3y4OskQ 🎢 Our intro/outro music is courtesy of Joseph McDade ....

Dec 05, 2021β€’1 hr 12 minβ€’Season 3Ep. 30

A Casual Look at Causal Inference History | Season 3 Episode 6

In this episode Lucy D'Agostino McGowan and Ellie Murray chat about the history of causal inference, tracing the origins across disciplines from statistics to economics, epidemiology, and computer science, discussing contributions from Rubin, Robins, Pearl, and more! Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph McDade ....

Nov 22, 2021β€’1 hr 12 minβ€’Season 3Ep. 29

Hanging out in the data science trough of disillusionment with Hilary Parker | Season 3 Episode 5

In this episode Lucy D'Agostino McGowan and Ellie Murray chat with Hilary Parker about design thinking for data analysis, the Dunning-Kruger effect, and the potential data behind baby Yoda. Follow along on Twitter: Hilary: @hspter The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph McDade ....

Nov 08, 2021β€’1 hr 10 minβ€’Season 3Ep. 28

Metascience with Noah Haber | Season 3 Episode 4

In this episode Lucy D'Agostino McGowan and Ellie Murray chat with Noah Haber about metascience, causal language in the literature, and more! πŸ₯‡ Causal Inference Nobel Prize Press Releas e πŸ“ Causal and Associational Linking Language From Observational Research and Health Evaluation Literature in Practice: A systematic language evaluation πŸ“ What Should Researchers Expect When They Replicate Studies? A Statistical View of Replicability in Psychological Science πŸ“ Design principles of data analys...

Oct 25, 2021β€’1 hr 8 minβ€’Season 3Ep. 27

Solving Optimization Problems in Healthcare and Disney Theme Parks with Len Testa | Season 3 Episode 3

In this episode Lucy D'Agostino McGowan and Ellie Murray chat with Len Testa, president of TouringPlans , about solving optimization problems in travel and healthcare. πŸ“¦ Lucy's R package with touringplans data Len's slide on model choices: Follow along on Twitter: Len: @LenTesta The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph McDade ....

Oct 11, 2021β€’58 minβ€’Season 3Ep. 26

Causal Inference and Network Science for Public Health with Ashley Buchanan | Season 3 Episode 2

In this episode Lucy D'Agostino McGowan and Ellie Murray chat with Ashley Buchanan about causal inference with a focus on networks. Dr. Buchanan is an assistant professor of Biostatistics in the Department of Pharmacy Practice at the University of Rhode Island. πŸ”— Dr. Buchanan's website Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph McDade ....

Sep 27, 2021β€’1 hrβ€’Season 3Ep. 25

Coronavirus Rapid Tests Sensitivity, Specificity, Messaging, and Use Cases | Season 3 Episode 1

In this episode Ellie Murray and Lucy D’Agostino McGowan do a series recap and then discuss sensitivity, specificity, and appropriate messaging in the context of coronavirus rapid tests. πŸ“ Evaluation of the Abbott BinaxNOW rapid antigen test for SARS-CoV-2 infection in children: Implications for screening in a school setting πŸ“ NY Times article: One in 5,000 🐦 Kareem Carr's tweet about omitted variable bias in randomized controlled trials πŸ“ Israeli data: How can efficacy vs. severe disease be...

Sep 13, 2021β€’1 hr 2 minβ€’Season 3Ep. 24

Our Michael Jordan Episode | Season 2 Episode 5

In this 23rd episode of Casual Inference Ellie Murray and Lucy D'Agostino McGowan chat about fixed vs random effect, complete a statistics challenge, and talk about DAGs. 🐦 Tweet from @jtc475 about fixed vs random effects terminology 🎲 This is Statistics March Randomness Challenge πŸ“ Lucy, Kyra, and Ellie's paper "Quantifying Uncertainty in Infectious Disease Mechanistic Models" PeDAGogy Here are the two Bridgerton DAGs we discussed. 1. Tweet submitted by @IGMoore: 2. Tweet submitted by @Alena...

Mar 02, 2021β€’39 minβ€’Season 2Ep. 23

Health Policy with Julia Raifman | Season 2 Episode 4

In this episode Ellie Murray and Lucy D’Agostino McGowan chat with Julia Raifman about health policy, a recent study on unemployment insurance and food insecurity, and anti racism in academia. Dr. Raifman is an assistant professor of Health Law, Policy, and Management at Boston University. Her research focuses on how health and social policies drive population health and health disparities. πŸ“ Geoffrey Rose's paper Sick Individuals and Sick Populations πŸ“ Julia’s recent paper - Association Betwe...

Feb 08, 2021β€’1 hr 6 minβ€’Season 2Ep. 22

Celebrating 100 years with a look forwards and back with the D'Agostinos | Season 2 Episode 3

In this episode Ellie Murray and Lucy D’Agostino McGowan chat with Ralph D’Agostino Sr. and Ralph D’Agostino Jr. about their careers in statistics, looking back at how things have developed and forward at where they see the world of statistics and epidemiology going. We’re excited to kick off the 100th year of the American Journal of Epidemiology with this episode. Ralph D’Agostino Sr. is a professor of Mathematics/Statistics, Biostatistics, and Epidemiology at Boston University. He has been the...

Jan 21, 2021β€’1 hr 3 minβ€’Season 2Ep. 21

The Most Ambitious Crossover | Season 2 Episode 2

In honor of the Society for Epidemiologic Research 2020 Meeting, the hosts of four epidemiology podcasts came together to record the first ever β€œcrossover event” to talk about their experiences recording our shows and what podcasting can bring to the table for the field of epidemiology. Join the hosts of Epidemiology Counts (Bryan James), SERiousEPi (Matt Fox, Hailey Banack), Casual Inference (Lucy D’Agostino McGowan), and Shiny Epi People (Lisa Bodnar) as they engage in a fun and informative (w...

Dec 15, 2020β€’52 minβ€’Season 2Ep. 20

Happy Anniversary to Us! | Season 2 Episode 1

Ellie Murray and Lucy D'Agostino McGowan chat about ecological studies, the new Pfizer vaccine interim analysis, and more! πŸ“ˆ Vanderbilt University Department of Health Policy's COVID-19 Deaths in Tennessee and Adoption of Mask Requirements (h/t Peter Rebeiro ) πŸ“ˆ The original masks v no masks graph πŸ—ž Pfizer's press release about the interim analysis for their vaccine trial πŸ““ Pfizer's vaccine trial protocol PeDAGogy Here is the DAG from our peDAGogy segment: Follow along on Twitter: The Americ...

Nov 13, 2020β€’55 minβ€’Season 2Ep. 19

Why Everyone is Excited About Causal Inference These Days with Roger Peng | Episode 18

Ellie Murray and Lucy D'Agostino McGowan chat about communicating uncertainty, how air pollution policy is determined, and whether causal inference is a fad with Dr. Roger Peng from Johns Hopkins Bloomberg School of Public Health. Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats Roger: @rdpeng 🎢 Our intro/outro music is courtesy of Joseph McDade . πŸ‘©β€πŸŽ¨ Our artwork is by Allison Horst ....

Oct 30, 2020β€’59 minβ€’Season 1Ep. 18

Thinking About Schools Reopening From a Causal Perspective with Emily Oster | Episode 17

Ellie Murray and Lucy D'Agostino McGowan talk about the causal questions linked to schools opening during the COVID-19 pandemic. Then they have Dr. Emily Oster, professor of economics at Brown University, on to discuss her thoughts on and contributions to this area. πŸ“„ Emily's Atlantic Piece Schools aren't super-spreader events πŸ“Š COVID-19 School Response Dashboard Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Emily: @profemilyoster Ellie: @EpiEllie Lucy: @LucyStats 🎢 O...

Oct 16, 2020β€’1 hr 15 minβ€’Season 1Ep. 17

An Ode to Generalized Linear Models | Episode 16

Ellie Murray and Lucy D'Agostino McGowan casually discuss linear versus logistic regression, prediction versus inference, generalized linear models, and more! πŸ“„R obin Gomila's paper: "Logistic or linear? Estimating causal effects on experimental treatments on binary outcomes using regression analysis" 🐦 Robin's twitter thread about the paper Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph Mc...

Oct 02, 2020β€’46 minβ€’Season 1Ep. 16

Methodological Advances in Causal Inference with Betsy Ogburn | Episode 15

Ellie Murray and Lucy D'Agostino McGowan discuss methodological advancement in causal inference with Dr. Elizabeth Ogburn from Johns Hopkins Bloomberg School of Public Health. πŸ“„ Wang & Blei's The Blessings of Multiple Causes paper 🦠 COVID-19 Collaboration Platform πŸ“ˆ COVID-19 Meta-dashboard of dashboards Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats Betsy: @BetsyOgburn 🎢 Our intro/outro music is courtesy of Joseph McDade . πŸ‘©β€πŸŽ¨ Our a...

Sep 17, 2020β€’1 hr 15 minβ€’Season 1Ep. 15

Casual Inference Live from SER | Episode 14

Ellie Murray and Lucy D'Agostino McGowan are live for Society for Epidemiologic Research (SER) week! Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph McDade . πŸ‘©β€πŸŽ¨ Our artwork is by Allison Horst ....

Jun 24, 2020β€’51 minβ€’Season 1Ep. 14

Community Engagement, Health Disparities, and Measure Development with Melody Goodman | Episode 13

Ellie Murray and Lucy D'Agostino McGowan discuss community engagement, health disparities, and measure development with Dr. Melody Goodman from New York University Global School of Public Health. 🐦 Jonathan Jackson's tweet on the importance of measures of dispersion πŸ“„ Goodman's paper Reaching Consensus on Principles of Stakeholder Engagement in Research πŸ“„ Goodman's paper Content validation of a quantitative stakeholder engagement measure πŸ“„ Goodman's paper on Community Research Training Fello...

Jun 04, 2020β€’2 hr 59 minβ€’Season 1Ep. 13

COVID-19, Masks, and Designing Observational Studies | Episode 12

Ellie Murray and Lucy D'Agostino McGowan chat about coronavirus, the evidence we have about masks, and designing observational studies. Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph McDade . πŸ‘©β€πŸŽ¨ Our artwork is by Allison Horst ....

May 22, 2020β€’35 minβ€’Season 1Ep. 12

Getting Bayesian with Frank Harrell | Episode 11

Ellie Murray and Lucy D'Agostino McGowan discuss Bayesian statistics, model validation, and more, with special guest Dr. Frank Harrell from the Department of Biostatistics at Vanderbilt University. πŸ€·β€β™€οΈWhat does it mean to be Bayesian? πŸ€·β€β™€οΈHow can we decide if our models are good? πŸ“ˆFrank's COVID trial resource hub πŸ“ˆBetsy Ogburn's COVID trial protocol hub πŸ‘¨β€πŸ«Frank's Free Biostatistics in Biomedical Research Course 🐍Lucy's tweetorial on Type 1 error and including nonlinear terms in models F...

Apr 22, 2020β€’57 minβ€’Season 1Ep. 11

Coronavirus Conversations 2 | Episode 10

Ellie Murray and Lucy D'Agostino McGowan discuss coronavirus a bit more, focusing on mask wearing, data quality, disease modeling, and more! πŸ“ˆ IHME COVID-19 projections 😷 A quick DIY cloth mask how-to 😷 Ellie's TikTok on safe mask removal πŸ§ͺ Lucy's tweetorial on estimating prevalences from testing data πŸ€·β€β™€οΈ Lucy's model uncertainty tweetorial Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats 🎢 Our intro/outro music is courtesy of Joseph...

Apr 09, 2020β€’57 minβ€’Season 1Ep. 10

Coronavirus Conversations | Episode 09

Ellie Murray and Lucy D'Agostino McGowan discuss coronavirus with an added segment discussing current recommendations for people taking ACE inhibitors or ARBS with Andrew South from Wake Forest School of Medicine. πŸ‘Wash your hands to Splash Mountain Medley: 🌟 Ellie's hand washing song lyrics (to be sung twice) Twinkle twinkle little SARS How I wonder where you are Are you on my hands right now? On my face or on my brow? Twinkle twinkle little SARS How I wonder where you are πŸ’ƒ Ellie on TikTok ...

Mar 19, 2020β€’1 hr 11 minβ€’Season 1Ep. 9

Causal inference for data science with Sean Taylor | Episode 08

Ellie Murray and Lucy D'Agostino McGowan chat with Sean Taylor from Lyft. Here are some links to the content we talk about in this episode: πŸ“ Sean’s Science paper πŸ“¦ Prophet R package πŸ“ Book on time-varying exposures πŸ“ Lyft engineering blog πŸ“ Hormone replacement therapy overview πŸ“ Analyzing observational HRT data by emulating a trial πŸ“° Local news AJE Methods Corner Follow along on Twitter: The American Journal of Epidemiology: @AmJEpi Ellie: @EpiEllie Lucy: @LucyStats Sean: @SeanJTaylor 🎢...

Feb 20, 2020β€’2 hr 30 minβ€’Season 1Ep. 8

Asking harder causal questions with Whitney Robinson | Episode 07

Ellie Murray and Lucy D'Agostino McGowan chat with Whitney Robinson from the Departments of Epidemiology at University of North Carolina Gillings School of Global Public Health Here are some links to the content we talk about in this episode: πŸ“ Jeffrey Rose article (reprint) πŸ“ Chandra Ford’s public health praxis paper πŸ“ Whitney’s paper with Tyler VanderWeele on race as a cause πŸ“ Miguel Hernan’s paper on well-defined interventions: Does water kill? πŸ“ NIH funding paper πŸ“» Acadames podcast πŸ“ ...

Feb 06, 2020β€’1 hr 20 minβ€’Season 1Ep. 7

Internal and External Validity with Elizabeth Stuart | Episode 06

Ellie Murray and Lucy D'Agostino McGowan chat with Elizabeth Stuart from the Departments of Mental Health, Biostatistics, and Health Policy and Management at the Johns Hopkins Bloomberg School of Public Health. Here are some links to the content we talk about in this episode: πŸ“ Kern et al paper on Assessing Methods for Generalizing Experimental Impact Estimates to Target Populations πŸ“ Article by Sherri Rose on Liz Stuart (baby pics!) 🌐 Liz Stuart's website πŸ“° Local news Naomi Distelkamp won o...

Jan 23, 2020β€’2 hr 38 minβ€’Season 1Ep. 6

Science Communication with Gideon Meyerowitz-Katz | Episode 05

Ellie Murray and Lucy D'Agostino McGowan chat with Gideon Meyerowitz-Katz, an epidemiologist studying at the University of Wollongong and a science communication writer for the Guardian, Observer, and more! Here are some links to the content we talk about in this episode: πŸ“ Gideon's post on relative versus absolute risk 🐦 Gideon's twitter account @justsaysrisks πŸŽ™ Everything Hertz Podcast πŸŽ™Gideon's Sensationalist Science Podcast ✍️ Gideon on Medium πŸ“§ Email Gideon for advice on getting starte...

Jan 09, 2020β€’1 hr 23 minβ€’Season 1Ep. 5

Quantitative Bias Analysis with Matt Fox | Episode 04

Ellie Murray and Lucy D'Agostino McGowan chat with Matt Fox from the Departments of Epidemiology and Global Health at Boston University. Here are some links to the content we talk about in this episode: πŸ“„ Paper discussing a null association between smoking during pregnancy and breast cancer risk πŸ“š Matt's textbook on quantitative bias analysis πŸ”— Bias analysis website: sites.google.com/site/biasanalysis/ πŸ“° Global news Wang and Blei's The Blessing of Multiple Causes Obgurn, Shpitser, and Tchetg...

Dec 19, 2019β€’1 hr 21 minβ€’Season 1Ep. 4

Fairness in Machine Learning with Sherri Rose | Episode 03

Ellie Murray and Lucy D'Agostino McGowan chat with Sherri Rose from the Department of Health Care Policy at Harvard Medical School. Here are some links to the content we talk about in this episode: πŸ“„ Paper by Anna Zink and Sherri Rose: Fair Regression for Health Care Spending πŸ“„ The Blessing of Multiple Causes πŸ“„ Dissecting racial bias in an algorithm used to manage the health of populations πŸ“š Sherri's books on targeted learning πŸ”— Sherri's website: drsherrirose.org πŸ”— Data for Black lives: d4...

Dec 05, 2019β€’1 hr 9 minβ€’Season 1Ep. 3